UI rating prediction on LabintheWild website-aesthetics
43.51AccuracyPERCEPTUI
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PERCEPTUISetting=Participant profile2026.06 | 43.51 | 0.88 | 0.092 | 0.658 | |
| PERCEPTUI w/o RPESetting=Participant profile2026.06 | 41.23 | 0.96 | 0.103 | 0.621 | |
| PERCEPTUI w/ generic personaSetting=Generic persona2026.06 | 35.46 | 1.16 | 0.135 | 0.521 | |
| Generic personaSetting=SFT2026.06 | 32.18 | 1.22 | 0.142 | 0.495 | |
| No personaSetting=SFT2026.06 | 30.42 | 1.31 | 0.156 | 0.461 | |
| GPT-5.5Setting=Zero-shot2026.06 | 29.45 | 1.22 | 0.15 | 0.429 | |
| Claude Opus 4.6Setting=Zero-shot2026.06 | 28.56 | 1.36 | 0.171 | 0.437 | |
| GPT-4oSetting=Zero-shot2026.06 | 27.84 | 1.42 | 0.184 | 0.412 | |
| Qwen2.5-VL-32BSetting=Zero-shot2026.06 | 26.09 | 1.51 | 0.198 | 0.391 | |
| Majority classSetting=-2026.06 | 24.13 | 1.92 | 0.282 | — | |
| PERCEPTUI w/o CRSetting=Participant profile2026.06 | 18.74 | 2.46 | 0.318 | 0.282 |